{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.数据准备"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.1 读取数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\programdata\\anaconda3\\lib\\site-packages\\h5py\\__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n",
      "Using TensorFlow backend.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train_X矩阵转置前:  (50000, 3, 32, 32)\n",
      "train_X矩阵转置后:  (50000, 32, 32, 3)\n",
      "train_y.shape:  (50000,)\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import os\n",
    "from keras.datasets.cifar import load_batch\n",
    "\n",
    "\n",
    "def load_train_dataset(dirPath='../resources/CIFAR10_data'):\n",
    "    \"\"\" 加载数据集cifar10里面的训练集\"\"\"\n",
    "    train_sample_quantity = 50000\n",
    "    image_width = 32\n",
    "    image_height = 32\n",
    "    channel_quantity = 3\n",
    "    train_x = np.zeros((train_sample_quantity, channel_quantity, image_width, image_height),\n",
    "                       dtype='uint8')\n",
    "    train_y = np.zeros((train_sample_quantity, ),\n",
    "                       dtype='uint8')\n",
    "    for i in range(1, 6):\n",
    "        fileName = 'data_batch_%d' %i\n",
    "        filePath = os.path.join(dirPath, fileName)\n",
    "        startIndex = (i - 1) * 10000\n",
    "        endIndex = i * 10000\n",
    "        train_x[startIndex:endIndex, :, :, :], train_y[startIndex:endIndex] = load_batch(filePath)\n",
    "    print('train_X矩阵转置前: ', train_x.shape)\n",
    "    # 从官网上下载的数据集的4个维度为样本个数n、通道数c、宽度w、高度h\n",
    "    # Keras基于Tensorflow，数据的维度顺序要求：样本个数n、宽度w、高度h、通道数c，所以使用np.transpose完成矩阵转置\n",
    "    train_x = train_x.transpose(0, 2, 3, 1)\n",
    "    print('train_X矩阵转置后: ', train_x.shape)\n",
    "    print('train_y.shape: ', train_y.shape)\n",
    "    return train_x, train_y\n",
    "\n",
    "\n",
    "dirPath = '../resources/CIFAR10_data/'\n",
    "train_x, train_y = load_train_dataset(dirPath) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 'airplane',\n",
       " 1: 'car',\n",
       " 2: 'bird',\n",
       " 3: 'cat',\n",
       " 4: 'deer',\n",
       " 5: 'dog',\n",
       " 6: 'frog',\n",
       " 7: 'horse',\n",
       " 8: 'ship',\n",
       " 9: 'truck'}"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label_list = ['airplane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n",
    "label_dict = {key:value for key,value in enumerate(label_list)}\n",
    "label_dict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.2 查看数据可视化的图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x1008 with 64 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import math\n",
    "import numpy as np\n",
    "\n",
    "def draw_subplot(position, image, title):\n",
    "    plt.subplot(*position)\n",
    "    plt.imshow(image.reshape(32, 32, 3))\n",
    "    plt.axis('off')\n",
    "    plt.title(title)\n",
    "    \n",
    "def batch_draw(batch_size):\n",
    "    N = len(train_x)\n",
    "    index_1dArray = np.arange(N) \n",
    "    batch_indexes = np.random.choice(index_1dArray, batch_size)\n",
    "    images, classIds = train_x[batch_indexes], train_y[batch_indexes]\n",
    "    image_number = images.shape[0]\n",
    "    row_number = math.ceil(image_number ** 0.5)\n",
    "    column_number = row_number\n",
    "    plt.figure(figsize=(row_number+6, column_number+6))\n",
    "    for i in range(row_number):\n",
    "        for j in range(column_number):\n",
    "            index = i * column_number + j\n",
    "            if index < image_number:\n",
    "                position = (row_number, column_number, index+1)\n",
    "                image = images[index]\n",
    "                classId = classIds[index]\n",
    "                label = label_dict[classId]\n",
    "                title = 'actual: %s' %label\n",
    "                draw_subplot(position, image, title)\n",
    "\n",
    "batch_draw(64)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.搭建神经网络"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "\n",
    "\n",
    "class Net(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(Net, self).__init__()\n",
    "        self.relu = nn.ReLU()\n",
    "        self.bn_1 = nn.BatchNorm2d(3)\n",
    "        self.conv_1 = nn.Conv2d(3, 30, (5,5), padding=1) # N * 32 * 32 * 30\n",
    "        self.maxpool_1 = nn.MaxPool2d(2, 2, padding=1) # N * 16 * 16 * 30\n",
    "        self.bn_2 = nn.BatchNorm2d(30)\n",
    "        self.conv_2 = nn.Conv2d(30, 64, (5,5), padding=1) # N * 16 * 16 * 64\n",
    "        self.maxpool_2 = nn.MaxPool2d(2, 2, padding=1) # N * 8 * 8 * 64\n",
    "        self.flatten = nn.Flatten()\n",
    "        self.bn_3 = nn.BatchNorm1d(8 * 8 * 64)\n",
    "        self.linear_1 = nn.Linear(8 * 8 * 64, 128)\n",
    "        self.bn_4 = nn.BatchNorm1d(128)\n",
    "        self.linear_2 = nn.Linear(128, 10)\n",
    "        \n",
    "    def forward(self, x):\n",
    "        # 第1层卷积\n",
    "        x = self.bn_1(x)\n",
    "        x = self.relu(x)\n",
    "        x = self.conv_1(x)\n",
    "        x = self.maxpool_1(x)\n",
    "        # 第2层卷积\n",
    "        x = self.bn_2(x)\n",
    "        x = self.relu(x)\n",
    "        x = self.conv_2(x)\n",
    "        x = self.maxpool_2(x)\n",
    "        # 2维矩阵展平为1维矩阵\n",
    "        x = self.flatten(x)\n",
    "        # 第1层全连接\n",
    "        x = self.bn_3(x)\n",
    "        x = self.relu(x)\n",
    "        x = self.linear_1(x)\n",
    "        # 第2层全连接\n",
    "        x = self.bn_4(x)\n",
    "        x = self.relu(x)\n",
    "        y = self.linear_2(x)\n",
    "        return y\n",
    "    \n",
    "net = Net()    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.定义损失函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "loss_function = nn.CrossEntropyLoss()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.在训练集上训练网络"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "# 实时更新进度条\n",
    "def print_flush(print_string):\n",
    "    print(print_string, end='\\r')\n",
    "    sys.stdout.flush()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step:5000 loss_value:0.048851 accuracy_value:0.9820\r"
     ]
    }
   ],
   "source": [
    "import random\n",
    "\n",
    "device = torch.device('cuda')\n",
    "net.to(device)\n",
    "optimizer = torch.optim.Adam(net.parameters(), lr=1e-3)\n",
    "steps = 5000\n",
    "batch_size = 500\n",
    "N = len(train_x)\n",
    "index_1dArray = np.arange(N)\n",
    "tensor_y = torch.from_numpy(train_y).long()\n",
    "for i in range(steps+1):\n",
    "    batch_indexes = np.random.choice(index_1dArray, batch_size)\n",
    "    # 图像数据处理、从内存到显存\n",
    "    batch_x = train_x[batch_indexes]\n",
    "    if random.choice([0,1]):\n",
    "        batch_x = batch_x[:, :, ::-1, :].copy()\n",
    "    input_x = torch.from_numpy(batch_x)\n",
    "    input_x = input_x.to(device)\n",
    "    input_x = input_x.permute(0, 3, 1, 2).float()\n",
    "    # 前向传播\n",
    "    predicted_Y = net(input_x) # predicted_Y.shape: N * 10\n",
    "    # 计算损失值\n",
    "    batch_y = tensor_y[batch_indexes]\n",
    "    input_y = batch_y.to(device) # input_y.shape: N\n",
    "    loss = loss_function(predicted_Y, input_y)\n",
    "    loss_value = loss.item()\n",
    "    # 计算准确率\n",
    "    predicted_y = predicted_Y.argmax(axis=1)\n",
    "    accuracy = (predicted_y==input_y).float().mean()\n",
    "    accuracy_value = accuracy.item()\n",
    "    # 每隔20步，打印训练记录\n",
    "    if i % 20 == 0:\n",
    "        print_flush('step:%d loss_value:%.6f accuracy_value:%.4f' %(\n",
    "            i, loss_value, accuracy_value))\n",
    "    # 反向传播\n",
    "    optimizer.zero_grad()\n",
    "    loss.backward()\n",
    "    optimizer.step()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.模型测试"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5.1 加载测试集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "test_x矩阵转置前： (10000, 3, 32, 32)\n",
      "test_x矩阵转置后： (10000, 32, 32, 3)\n"
     ]
    }
   ],
   "source": [
    "# 加载数据集cifar10里面的测试集\n",
    "def load_test_dataset(dirPath='../resources/CIFAR10_data'):\n",
    "    fileName = 'test_batch'\n",
    "    filePath = os.path.join(dirPath, fileName)\n",
    "    test_x, test_y = load_batch(filePath)\n",
    "    print('test_x矩阵转置前：', test_x.shape)\n",
    "    test_x = test_x.transpose(0, 2, 3, 1)\n",
    "    print('test_x矩阵转置后：', test_x.shape)\n",
    "    return test_x, test_y\n",
    "\n",
    "dirPath = '../resources/CIFAR10_data'\n",
    "test_x, test_y = load_test_dataset(dirPath) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5.2 模型评估"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 5.2.1 在训练集上准确率很高"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.98402\n"
     ]
    }
   ],
   "source": [
    "predicted_y = np.zeros((len(train_y),))\n",
    "batch_size = 500\n",
    "for i in range(0, len(train_x), batch_size):\n",
    "    start_index = i\n",
    "    end_index = i + batch_size\n",
    "    batch_x = train_x[start_index: end_index]\n",
    "    input_x = torch.from_numpy(batch_x)\n",
    "    input_x = input_x.to(device)\n",
    "    input_x = input_x.permute(0, 3, 1, 2).float() \n",
    "    predicted_Y = net(input_x)\n",
    "    predicted_y[start_index:end_index] = predicted_Y.argmax(axis=1).cpu().numpy()\n",
    "accuracy = (train_y==predicted_y).astype('float').mean()\n",
    "print(accuracy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 5.2.2 在测试集上准确率较低，说明模型提取特征能力弱"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8113\n"
     ]
    }
   ],
   "source": [
    "predicted_y = np.zeros((len(test_y),))\n",
    "for i in range(0, len(test_x), batch_size):\n",
    "    start_index = i\n",
    "    end_index = i + batch_size\n",
    "    batch_x = test_x[start_index: end_index]\n",
    "    input_x = torch.from_numpy(batch_x)\n",
    "    input_x = input_x.to(device)\n",
    "    input_x = input_x.permute(0, 3, 1, 2).float() \n",
    "    predicted_Y = net(input_x)\n",
    "    predicted_y[start_index:end_index] = predicted_Y.argmax(axis=1).cpu().numpy()\n",
    "accuracy = (test_y==predicted_y).astype('float').mean()\n",
    "print(accuracy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6.ResNet"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 6.1搭建神经网络"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "class BasicConv(nn.Module):\n",
    "    def __init__(self, in_channels, out_channels, kernel_size, stride=1, relu=True, bn=True):\n",
    "        super(BasicConv, self).__init__()\n",
    "        padding = (kernel_size-1) // 2\n",
    "        self.bn = nn.BatchNorm2d(in_channels) if bn else None\n",
    "        self.relu = nn.ReLU() if relu else None\n",
    "        self.conv = nn.Conv2d(in_channels, out_channels, kernel_size, stride, padding)\n",
    "        \n",
    "    def forward(self, x):\n",
    "        if self.bn:\n",
    "            x = self.bn(x)\n",
    "        if self.relu:\n",
    "            x = self.relu(x)\n",
    "        x = self.conv(x)\n",
    "        return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResNet(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(ResNet, self).__init__()\n",
    "        self.conv0_1 = BasicConv(3, 16, kernel_size=1, relu=False)\n",
    "        self.conv0_2 = BasicConv(16, 64, kernel_size=1, relu=False, bn=False)\n",
    "        \n",
    "        self.conv1_1 = BasicConv(16, 16, kernel_size=1)\n",
    "        self.conv1_2 = BasicConv(16, 16, kernel_size=3)\n",
    "        self.conv1_3 = BasicConv(16, 64, kernel_size=1)\n",
    "        \n",
    "        self.conv2_1 = BasicConv(64, 16, kernel_size=1)\n",
    "        self.conv2_2 = BasicConv(16, 16, kernel_size=3)\n",
    "        self.conv2_3 = BasicConv(16, 64, kernel_size=1)\n",
    "        self.conv2_4 = BasicConv(64, 128, kernel_size=1, stride=2, relu=False, bn=False)\n",
    "        \n",
    "        self.conv3_1 = BasicConv(64, 64, kernel_size=1, stride=2)\n",
    "        self.conv3_2 = BasicConv(64, 64, kernel_size=3)\n",
    "        self.conv3_3 = BasicConv(64, 128, kernel_size=1)\n",
    "        \n",
    "        self.conv4_1 = BasicConv(128, 64, kernel_size=1)\n",
    "        self.conv4_2 = BasicConv(64, 64, kernel_size=3)\n",
    "        self.conv4_3 = BasicConv(64, 128, kernel_size=1)\n",
    "        self.conv4_4 = BasicConv(128, 256, kernel_size=1, stride=2, relu=False, bn=False)\n",
    "        \n",
    "        self.conv5_1 = BasicConv(128, 128, kernel_size=1, stride=2)\n",
    "        self.conv5_2 = BasicConv(128, 128, kernel_size=3)\n",
    "        self.conv5_3 = BasicConv(128, 256, kernel_size=1)\n",
    "        \n",
    "        self.conv6_1 = BasicConv(256, 128, kernel_size=1)\n",
    "        self.conv6_2 = BasicConv(128, 128, kernel_size=3)\n",
    "        self.conv6_3 = BasicConv(128, 256, kernel_size=1)\n",
    "        \n",
    "        self.bn_1 = nn.BatchNorm2d(256)\n",
    "        self.relu = nn.ReLU()\n",
    "        self.avgPool = nn.AvgPool2d(8, stride=8)\n",
    "        self.flatten = nn.Flatten()\n",
    "        self.linear = nn.Linear(256, 10)\n",
    "        \n",
    "    def forward(self, x):\n",
    "        x = self.conv0_1(x)\n",
    "        x_0 = self.conv0_2(x)\n",
    "        x = self.conv1_1(x)\n",
    "        x = self.conv1_2(x)\n",
    "        x = self.conv1_3(x)\n",
    "        x = x_0 + x\n",
    "        x_1 = x\n",
    "        x = self.conv2_1(x)\n",
    "        x = self.conv2_2(x)\n",
    "        x = self.conv2_3(x)\n",
    "        x = x_1 + x\n",
    "        x_2 = self.conv2_4(x)\n",
    "        x = self.conv3_1(x)\n",
    "        x = self.conv3_2(x)\n",
    "        x = self.conv3_3(x)\n",
    "        x = x_2 + x\n",
    "        x_3 = x\n",
    "        x = self.conv4_1(x)\n",
    "        x = self.conv4_2(x)\n",
    "        x = self.conv4_3(x)\n",
    "        x = x_3 + x\n",
    "        x_4 = self.conv4_4(x)\n",
    "        x = self.conv5_1(x)\n",
    "        x = self.conv5_2(x)\n",
    "        x = self.conv5_3(x)\n",
    "        x = x_4 + x\n",
    "        x_5 = x\n",
    "        x = self.conv6_1(x)\n",
    "        x = self.conv6_2(x)\n",
    "        x = self.conv6_3(x)\n",
    "        x = x_5 + x\n",
    "        \n",
    "        x = self.bn_1(x)\n",
    "        x = self.relu(x)\n",
    "        x = self.avgPool(x)\n",
    "        x = self.flatten(x)\n",
    "        x = self.linear(x)\n",
    "        return x\n",
    "    \n",
    "net = ResNet()    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------------------------------------------------------------\n",
      "        Layer (type)               Output Shape         Param #\n",
      "================================================================\n",
      "            Conv2d-1           [-1, 64, 32, 32]           1,728\n",
      "       BatchNorm2d-2           [-1, 64, 32, 32]             128\n",
      "            Conv2d-3           [-1, 64, 32, 32]          36,864\n",
      "       BatchNorm2d-4           [-1, 64, 32, 32]             128\n",
      "            Conv2d-5           [-1, 64, 32, 32]          36,864\n",
      "       BatchNorm2d-6           [-1, 64, 32, 32]             128\n",
      "        BasicBlock-7           [-1, 64, 32, 32]               0\n",
      "            Conv2d-8           [-1, 64, 32, 32]          36,864\n",
      "       BatchNorm2d-9           [-1, 64, 32, 32]             128\n",
      "           Conv2d-10           [-1, 64, 32, 32]          36,864\n",
      "      BatchNorm2d-11           [-1, 64, 32, 32]             128\n",
      "       BasicBlock-12           [-1, 64, 32, 32]               0\n",
      "           Conv2d-13          [-1, 128, 16, 16]          73,728\n",
      "      BatchNorm2d-14          [-1, 128, 16, 16]             256\n",
      "           Conv2d-15          [-1, 128, 16, 16]         147,456\n",
      "      BatchNorm2d-16          [-1, 128, 16, 16]             256\n",
      "           Conv2d-17          [-1, 128, 16, 16]           8,192\n",
      "      BatchNorm2d-18          [-1, 128, 16, 16]             256\n",
      "       BasicBlock-19          [-1, 128, 16, 16]               0\n",
      "           Conv2d-20          [-1, 128, 16, 16]         147,456\n",
      "      BatchNorm2d-21          [-1, 128, 16, 16]             256\n",
      "           Conv2d-22          [-1, 128, 16, 16]         147,456\n",
      "      BatchNorm2d-23          [-1, 128, 16, 16]             256\n",
      "       BasicBlock-24          [-1, 128, 16, 16]               0\n",
      "           Conv2d-25            [-1, 256, 8, 8]         294,912\n",
      "      BatchNorm2d-26            [-1, 256, 8, 8]             512\n",
      "           Conv2d-27            [-1, 256, 8, 8]         589,824\n",
      "      BatchNorm2d-28            [-1, 256, 8, 8]             512\n",
      "           Conv2d-29            [-1, 256, 8, 8]          32,768\n",
      "      BatchNorm2d-30            [-1, 256, 8, 8]             512\n",
      "       BasicBlock-31            [-1, 256, 8, 8]               0\n",
      "           Conv2d-32            [-1, 256, 8, 8]         589,824\n",
      "      BatchNorm2d-33            [-1, 256, 8, 8]             512\n",
      "           Conv2d-34            [-1, 256, 8, 8]         589,824\n",
      "      BatchNorm2d-35            [-1, 256, 8, 8]             512\n",
      "       BasicBlock-36            [-1, 256, 8, 8]               0\n",
      "           Conv2d-37            [-1, 512, 4, 4]       1,179,648\n",
      "      BatchNorm2d-38            [-1, 512, 4, 4]           1,024\n",
      "           Conv2d-39            [-1, 512, 4, 4]       2,359,296\n",
      "      BatchNorm2d-40            [-1, 512, 4, 4]           1,024\n",
      "           Conv2d-41            [-1, 512, 4, 4]         131,072\n",
      "      BatchNorm2d-42            [-1, 512, 4, 4]           1,024\n",
      "       BasicBlock-43            [-1, 512, 4, 4]               0\n",
      "           Conv2d-44            [-1, 512, 4, 4]       2,359,296\n",
      "      BatchNorm2d-45            [-1, 512, 4, 4]           1,024\n",
      "           Conv2d-46            [-1, 512, 4, 4]       2,359,296\n",
      "      BatchNorm2d-47            [-1, 512, 4, 4]           1,024\n",
      "       BasicBlock-48            [-1, 512, 4, 4]               0\n",
      "           Linear-49                   [-1, 10]           5,130\n",
      "================================================================\n",
      "Total params: 11,173,962\n",
      "Trainable params: 11,173,962\n",
      "Non-trainable params: 0\n",
      "----------------------------------------------------------------\n",
      "Input size (MB): 0.01\n",
      "Forward/backward pass size (MB): 11.25\n",
      "Params size (MB): 42.63\n",
      "Estimated Total Size (MB): 53.89\n",
      "----------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "from torchsummary import summary \n",
    "summary(net.cuda(), (3, 32, 32))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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